Looks like you can just run Tensorflow.js with COCO really easily.
import * as cocoSsd from "@tensorflow-models/coco-ssd";
const image = document.getElementById("image")
cocoSsd.load()
.then(model => model.detect(image))
.then(predictions => console.log(predictions))
But then you just get the categories COCO was trained on. Bird.
